{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "my = np.loadtxt(\"psr.txt\")\n",
    "cspfb = np.loadtxt(\"cspfb.txt\")\n",
    "opfb = np.loadtxt(\"opfb.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "my = (my - np.min(my)) / (np.max(my) - np.min(my))\n",
    "cspfb = (cspfb - np.min(cspfb)) / (np.max(cspfb) - np.min(cspfb))\n",
    "opfb = (opfb - np.min(opfb)) / (np.max(opfb) - np.min(opfb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = np.linspace(0,1,1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7))\n",
    "plt.plot(index,my,label=\"coherent_dedispersion\",color = \"blue\")\n",
    "plt.plot(index,cspfb,label=\"coherent_dedispersion+cspfb\",color=\"red\")\n",
    "plt.plot(index,opfb,label=\"coherent_dedispersion+opfb\",color = \"k\")\n",
    "plt.xlabel(\"Phase\",fontsize=15)\n",
    "plt.ylabel(\"Relative\",fontsize=15)\n",
    "plt.legend()\n",
    "plt.grid(alpha=1, linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "subcspfb = np.loadtxt(\"subcspfb.txt\")\n",
    "subopfb = np.loadtxt(\"subopfb.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = 5\n",
    "cspfb = subcspfb[index*1024:(index+1)*1024-10]\n",
    "opfb = subopfb[index*1024:(index+1)*1024-10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cspfb = (cspfb - np.min(cspfb)) / (np.max(cspfb) - np.min(cspfb))\n",
    "opfb = (opfb - np.min(opfb)) / (np.max(opfb) - np.min(opfb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7))\n",
    "plt.plot(cspfb,label=\"cspfb\")\n",
    "plt.plot(opfb,label=\"opfb\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12 (main, Apr  5 2022, 06:56:58) \n[GCC 7.5.0]"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "860f2afc15c9db9c3860eeb52ae94e8a5752470600f20ffe75356e0521cee0d4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
